Examining Intra- and Inter-annual Dynamics of Lakes of the Mackenzie River Delta, Northwest Territories, using Sentinel-1 SAR Time Series

Under the pressures of amplified Arctic warming, developing detailed spatiotemporal understandings of Arctic surface water systems is an urgent task. This thesis establishes a method for monitoring inundation in lakes and wetlands in the Mackenzie River Delta, using Sentinel-1 SAR. The importance of...

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Bibliographic Details
Main Author: Obadia, Mayah
Other Authors: DeVries, Ben
Format: Thesis
Language:English
Published: University of Guelph 2022
Subjects:
Online Access:https://hdl.handle.net/10214/27236
Description
Summary:Under the pressures of amplified Arctic warming, developing detailed spatiotemporal understandings of Arctic surface water systems is an urgent task. This thesis establishes a method for monitoring inundation in lakes and wetlands in the Mackenzie River Delta, using Sentinel-1 SAR. The importance of dual-polarimetric entropy and speckle filtering were evaluated in a set of random forest models. Results indicated that integrating entropy and omitting the speckle filter during SAR pre-processing may be promising for surface water modelling in the Mackenzie River Delta. Analysis of lake-level inundation variability revealed spatial clusters of variable and stable lakes and suggested that lake variability is sensitive to discharge volume of the Mackenzie River. The lake-tracking framework presented in this thesis can act as an important tool for evaluating the long-term hydrological response of Arctic ecosystems, to a rapidly changing climate. Ontario Graduate Scholarship Natural Sciences and Engineering Research Council of Canada